Fair Data Company

Real-world data for frontier AI models.

Datasets, traces and environments sourced from established operating companies. Anonymized, deduplicated and validated before delivery.

View catalog Talk to us

  • Real-world data

    Captured from production work at established companies, never scraped, synthesized or authored. Provenance and usage rights are documented for every source.

  • Rigorous QA

    Every delivery ships with a QA report covering privacy, duplication, integrity and, for environments, verification.

  • Your format

    Raw datasets, traces or executable environments. Same sources and same QA, whichever you train on.

What we deliver.

  • Raw datasets

    Large-scale records from production systems, with documented schemas, source metadata and a data card.

  • Traces

    Multi-step trajectories of real work, with long-horizon context intact from first action to final outcome.

  • Environments and tasks

    Executable environments derived from real company systems, each with a programmatic verifier and tasks calibrated to the models you care about.

Where the data comes from.

Our partners are operating businesses with established processes and real stakes. They span 12 industries, including manufacturing, healthcare, finance, legal, construction, software and games.

Our quality bar.

  • Privacy by design

    Multi-layer anonymization with human audit on every delivery. Each source is handled to the standard its regulation requires, including HIPAA and GDPR.

  • Clean and contamination-aware

    Deduplicated, checked against public benchmarks, and split to prevent leakage.

  • Environments that hold up

    Every environment is verified solvable, reproducible and resistant to reward hacking. Difficulty is calibrated to your target models and reported on delivery.

Want the details?

View catalog Talk to us